{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from statsmodels.tsa.holtwinters import ExponentialSmoothing\n",
    "%matplotlib inline\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "dataset = pd.read_csv('AirPassengers.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(144, 2)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Month</th>\n",
       "      <th>AirPassengers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1949-01</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1949-02</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Month  AirPassengers\n",
       "0  1949-01            112\n",
       "1  1949-02            118"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset['Month'] = pd.to_datetime(dataset['Month'])\n",
    "dataset.set_index('Month', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AirPassengers</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Month</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1949-01-01</th>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1949-02-01</th>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            AirPassengers\n",
       "Month                    \n",
       "1949-01-01            112\n",
       "1949-02-01            118"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset.index.freq = 'MS'\n",
    "train, test = dataset.iloc[:131, 0], dataset.iloc[131:, 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = ExponentialSmoothing(train, \n",
    "                             trend='add', \n",
    "                             damped=False, \n",
    "                             seasonal='add', \n",
    "                             seasonal_periods=12).fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "holt_pred = model.predict(start=test.index[0], end=test.index[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1584x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(22, 10))\n",
    "plt.plot(train.index, train, label='Train')\n",
    "plt.plot(test.index, test, label='Test', color='r')\n",
    "plt.plot(holt_pred.index, holt_pred, label='Holt-Winters', color='k')\n",
    "plt.legend(loc='best', fontsize='xx-large')\n",
    "plt.xticks(fontsize=18)\n",
    "plt.yticks(fontsize=16)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import statsmodels.api as sm\n",
    "import itertools\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def find_best_sarima(train, eval_metric):\n",
    "    \n",
    "    p = d = q = range(0, 2)\n",
    "    pdq = list(itertools.product(p, d, q))\n",
    "    seasonal_pdq = [(x[0], x[1], x[2], 12) for x in list(itertools.product(p, d, q))]\n",
    "\n",
    "    counter = 0\n",
    "    myDict = {}\n",
    "    \n",
    "    for param in pdq:\n",
    "        for param_seasonal in seasonal_pdq:\n",
    "            try:\n",
    "                counter += 1\n",
    "                mod = sm.tsa.statespace.SARIMAX(train,\n",
    "                                                order=param,\n",
    "                                                seasonal_order=param_seasonal,\n",
    "                                                enforce_stationarity=False,\n",
    "                                                enforce_invertibility=False)\n",
    "\n",
    "                results = mod.fit()\n",
    "                myDict[counter] = [results.aic, results.bic, param, param_seasonal]\n",
    "\n",
    "            except:\n",
    "                continue\n",
    "                \n",
    "    dict_to_df = pd.DataFrame.from_dict(myDict,orient='index')\n",
    "    \n",
    "    if eval_metric == 'aic':\n",
    "        best_run = dict_to_df[dict_to_df[0] == dict_to_df[0].min()].index.values\n",
    "        best_run = best_run[0]\n",
    "    elif eval_metric == 'bic':\n",
    "        best_run = dict_to_df[dict_to_df[1] == dict_to_df[1].min()].index.values\n",
    "        best_run = best_run[0]\n",
    "            \n",
    "    model = sm.tsa.statespace.SARIMAX(train,\n",
    "                                      order=myDict[best_run][2],\n",
    "                                      seasonal_order=myDict[best_run][3],\n",
    "                                      enforce_stationarity=False,\n",
    "                                      enforce_invertibility=False).fit()\n",
    "    \n",
    "    best_model = {'model':model, \n",
    "                  'aic':model.aic,\n",
    "                  'bic':model.bic,\n",
    "                  'order':myDict[best_run][2], \n",
    "                  'seasonal_order':myDict[best_run][3]}\n",
    "    \n",
    "    return best_model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "best = find_best_sarima(train, 'aic')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "sarima_pred = best['model'].predict(start=test.index[0], end=test.index[-1], dynamic=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1584x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(22, 10))\n",
    "plt.plot(train.index, train, label='Train')\n",
    "plt.plot(test.index, test, label='Test', color='r')\n",
    "plt.plot(sarima_pred.index, sarima_pred, label='SARIMA', color='k')\n",
    "plt.legend(loc='best', fontsize='xx-large')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fbprophet import Prophet\n",
    "import logging\n",
    "logging.getLogger().setLevel(logging.ERROR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = dataset.reset_index()\n",
    "df.columns = ['ds', 'y']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "prediction_size = 12\n",
    "train_df = df[:-prediction_size]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<fbprophet.forecaster.Prophet at 0x2406410d1d0>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = Prophet(seasonality_mode='multiplicative')\n",
    "m.fit(train_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "future = m.make_future_dataframe(periods=prediction_size, freq='M')\n",
    "forecast = m.predict(future)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "single_plot = m.plot(forecast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1584x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(22, 10))\n",
    "plt.plot(train.index, train, label='Train')\n",
    "plt.plot(test.index, test, label='Test', color='r')\n",
    "plt.plot(forecast['ds'][131:], forecast['yhat'][131:], label='Prophet', color='k')\n",
    "plt.legend(loc='best', fontsize='xx-large')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1584x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(22, 10))\n",
    "plt.plot(holt_pred.index, holt_pred, label='Holt-Winters', color='b')\n",
    "plt.plot(sarima_pred.index, sarima_pred, label='SARIMA', color='y')\n",
    "plt.plot(forecast['ds'][131:], forecast['yhat'][131:], label='Prophet', color='k')\n",
    "plt.plot(test.index, test, label='Test', color='r')\n",
    "plt.legend(loc='best', fontsize='xx-large')\n",
    "plt.xticks(fontsize=18)\n",
    "plt.yticks(fontsize=16)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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